Point-wise estimation for anisotropic densities

被引:18
作者
Liu, Youming [1 ]
Wu, Cong [1 ]
机构
[1] Beijing Univ Technol, Dept Appl Math, Beijing 100124, Peoples R China
基金
中国国家自然科学基金; 北京市自然科学基金;
关键词
Adaptivity; Anisotropic density; Local Holder condition; Optimality; Point-wise estimation; WARPED BASES; CONVERGENCE;
D O I
10.1016/j.jmva.2018.11.014
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
This paper considers point-wise estimation of density functions under the local anisotropic Holder condition by the wavelet method. A linear wavelet estimate is first introduced and shown to be optimal. A data driven version is provided for adaptivity and the influence of the dimension is reduced under the independence structure of the estimated density. (C) 2018 Elsevier Inc. All rights reserved.
引用
收藏
页码:112 / 125
页数:14
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